Datasets:
Link paper to dataset card
Browse filesThis PR updates the dataset card to include a direct link to the associated research paper: [Temporal Decay of Co-Citation Predictability: A 20-Year Statute Retrieval Benchmark from 396M Ukrainian Court Citations](https://huggingface.co/papers/2605.17639). Linking the paper helps users understand the methodology and context behind the benchmark.
README.md
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language:
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- uk
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license: cc-by-nc-sa-4.0
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task_categories:
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- text-retrieval
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tags:
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- legal
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- court-decisions
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- ukrainian
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- benchmark
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- temporal-degradation
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pretty_name: UA-StatuteRetrieval
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size_categories:
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- 1K<n<10K
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configs:
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- config_name: ablation_comparison
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data_files:
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A large-scale benchmark for evaluating temporal stability of legal statute retrieval methods. Ground truth is derived exhaustively from 396 million codex-article citations extracted from 101 million Ukrainian court decisions (2007--2026).
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**Paper:**
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## Dataset Configs
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## Key Findings
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1. **Co-citation predictability decays 33--47% over 12 years** (Mann-Kendall p < 0.005)
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2. **Decay is non-uniform**: criminal procedure
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3. **Neither BM25 nor dense retrieval (E5-large, BGE-M3) escapes temporal degradation**
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4. **Sliding-window mitigation improves MRR by 3--28%** over cumulative indexing
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## Related Datasets
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- [overthelex/ua-court-citation-graph](https://huggingface.co/datasets/overthelex/ua-court-citation-graph) -- Co-citation graph (99.5M decisions)
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- [overthelex/ukrainian-court-decisions](https://huggingface.co/datasets/overthelex/ukrainian-court-decisions) -- Court decision metadata
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language:
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- uk
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license: cc-by-nc-sa-4.0
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size_categories:
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- 1K<n<10K
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task_categories:
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- text-retrieval
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pretty_name: UA-StatuteRetrieval
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tags:
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- legal
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- court-decisions
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- ukrainian
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- benchmark
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- temporal-degradation
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configs:
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- config_name: ablation_comparison
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data_files:
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A large-scale benchmark for evaluating temporal stability of legal statute retrieval methods. Ground truth is derived exhaustively from 396 million codex-article citations extracted from 101 million Ukrainian court decisions (2007--2026).
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**Paper:** [Temporal Decay of Co-Citation Predictability: A 20-Year Statute Retrieval Benchmark from 396M Ukrainian Court Citations](https://huggingface.co/papers/2605.17639) (Ovcharov, 2025)
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## Dataset Configs
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## Key Findings
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1. **Co-citation predictability decays 33--47% over 12 years** (Mann-Kendall p < 0.005)
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2. **Decay is non-uniform**: criminal procedure maintains stable co-citation patterns (MRR ~0.40); civil law degrades from 0.35 to 0.15
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3. **Neither BM25 nor dense retrieval (E5-large, BGE-M3) escapes temporal degradation**
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4. **Sliding-window mitigation improves MRR by 3--28%** over cumulative indexing
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## Related Datasets
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- [overthelex/ua-court-citation-graph](https://huggingface.co/datasets/overthelex/ua-court-citation-graph) -- Co-citation graph (99.5M decisions)
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- [overthelex/ukrainian-court-decisions](https://huggingface.co/datasets/overthelex/ukrainian-court-decisions) -- Court decision metadata
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